The graph represents a network of 4,039 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 23 September 2019 at 10:10 UTC.
The requested start date was Sunday, 22 September 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 3-hour, 0-minute period from Friday, 20 September 2019 at 19:22 UTC to Saturday, 21 September 2019 at 22:23 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Author Description
Vertices : 4039
Unique Edges : 3935
Edges With Duplicates : 3057
Total Edges : 6992
Number of Edge Types : 3
Tweet : 3279
Mentions : 3680
Replies to : 33
Self-Loops : 3279
Reciprocated Vertex Pair Ratio : 0.0231634679020516
Reciprocated Edge Ratio : 0.0452781371280724
Connected Components : 1692
Single-Vertex Connected Components : 1124
Maximum Vertices in a Connected Component : 1006
Maximum Edges in a Connected Component : 2944
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.708007
Graph Density : 0.000189582967748455
Modularity : 0.524409
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[218] social,media [190] gt,gt [181] #marketing,#digitalmarketing [137] check,out [136] #startup,#business [135] #sales,#marketing [133] #digitalmarketing,#marketing [121] link,bio [118] #business,#smallbusiness [116] #marketing,#seo Top Word Pairs in Tweet in G1:
[93] link,bio [75] social,media [71] check,out [59] click,link [59] gt,gt [39] #marketing,job [38] #digitalmarketing,#marketing [35] #marketing,#advertising [34] #marketing,#socialmedia [33] #business,#marketing Top Word Pairs in Tweet in G2:
[76] gt,gt [52] #marketing,#seo [46] #zirigozagroup,#e [46] #e,commerce [46] commerce,#marketing [46] #marketing,#enkil [46] #enkil,#8020 [44] #digitalmarketing,#marketing [31] award,#regtech [31] #regtech,ume_kyd Top Word Pairs in Tweet in G3:
[110] #startup,#business [105] #business,#smallbusiness [103] #smallbusiness,#entrepreneur [100] #entrepreneur,#success [91] #marketing,#digitalmarketing [79] #success,#motivation [68] #motivation,#hustle [67] #b2b,#marketing [65] #hustle,#saas [54] #saas,#sales Top Word Pairs in Tweet in G4:
[26] #marketing,#seo [26] #seo,#b2b [10] gt,gt [10] social,media [9] #digitalmarketing,#marketing [9] important,#contentmarketing [9] #marketing,#analytics [9] #digitalmarketing,#marketingdigital [8] #marketing,#contentmarketing [8] #contentmarketing,#blogging Top Word Pairs in Tweet in G5:
[98] presidente,ucrania [82] #weplashnews,presidente [82] ucrania,hizo [82] hizo,presentación [82] presentación,fue [82] fue,introducción [82] introducción,todavía [82] todavía,empresas [81] weplash,#weplashnews [16] #socialmedia,#marketing Top Word Pairs in Tweet in G6:
[16] timothy_hughes,dlaignite [9] dlaignite,#socialselling [8] timothy_hughes,dla [7] social,media [7] #digitalmarketing,#marketing [7] social,selling [7] digitalleadersa,#socialselling [7] 4,ways [7] ways,#artificialintelligence [7] #artificialintelligence,improve Top Word Pairs in Tweet in G7:
[8] training,course [5] drnikolova_rumi,rosatrunk [5] rosatrunk,thshaher [5] dubai,uae [5] course,certification [5] #marketing,#leadership [5] #leadership,#business [5] #business,#socialmedia [5] #socialmedia,#ai [5] #seo,#quote Top Word Pairs in Tweet in G8:
[44] #visualcontenting,#contentmarketing [44] #contentmarketing,#socialmedia [44] #socialmedia,#seo [14] social,media [11] #socialmedia,#marketing [10] #video,#marketing [9] gt,gt [9] #twitter,#marketing [9] #marketing,#onlinemarketing [9] #onlinemarketing,#digitalmarketing Top Word Pairs in Tweet in G9:
[15] #marketing,#socialmediamarketing [13] #socialmediamarketing,#networkmarketing [11] today,use [9] #pr,meets [9] meets,#marketing [9] #marketing,networking [9] networking,high [9] high,agenda [9] agenda,pleasure [9] pleasure,meeting Top Word Pairs in Tweet in G10:
[18] gt,gt [9] check,blog [9] blog,post [9] post,out [6] out,#marketing [6] #neuromarketing,use [6] use,3 [6] 3,brain [6] brain,targeting [6] targeting,hacks Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G6:
Top Replied-To in G7:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G9:
Top Tweeters in G10: